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Model Unlearning on TOFU 1.0 (Forget 10%)
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100
Forget Quality
Retain Model
-4
23
50
77
Feb 11, 2026
Forget Quality
Model Utility
ROUGE (Retain Set)
ROUGE (Real Author Q&A)
ROUGE (World Facts Q&A)
ROUGE (Forget Set)
Updated 4d ago
Evaluation Results
Method
Method
Links
Forget Quality
Model Utility
ROUGE (Retain Set)
ROUGE (Real Author Q&A)
ROUGE (World Facts Q&A)
ROUGE (Forget Set)
Retain Model
2026.02
100
61
98
92
90
41
K-FADE
Optimizer=K-FAC Hessia...
2026.02
85
57
52
90
86
32
SimNPO
beta=4.5, NPO coeffici...
2026.02
2.08
52
44
85
86
37
Grad. Diff.
2026.02
0.0334
7
9
17
65
7
SOUL Grad. Diff.
2026.02
0
58
45
60
86
2
Grad. Ascent
2026.02
0
63
70
94
92
59
KL Min.
2026.02
0
63
72
94
91
61
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